The overhead light flickered and died, plunging the attic into near darkness. She clawed at the walls, as if she could pull down the crumbling plaster and escape the reality of her predicament. The unopened bills stacked up like tombstones in her office. She had borrowed from everyone. The banks called incessantly. She pressed her lips together, willing herself to fight, but the fight felt as if it had been stolen from her. She felt like she was trapped. She felt as though she could barely breathe.

Emotion: desperate

Cluster: Sadness / Despair
PC1 (Valence): -1.68 Negative
PC2 (Disposition): 0.20

Role in Research

This story is one of 1,000 stories generated for the emotion desperate. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 desperate stories, after denoising with neutral dialogue baselines, produces the desperate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the desperate vector is projected through the unembedding matrix.

Promoted:
desesper0.354
desperate0.307
desperately0.286
desperation0.279
それでも0.253
Suppressed:
B-0.354
☺️-0.268
😎-0.261
😎-0.257
楽し-0.235